{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:32.042101Z",
     "iopub.status.busy": "2021-04-14T21:55:32.041393Z",
     "iopub.status.idle": "2021-04-14T21:55:37.505448Z",
     "shell.execute_reply": "2021-04-14T21:55:37.504256Z"
    },
    "papermill": {
     "duration": 5.485373,
     "end_time": "2021-04-14T21:55:37.505559",
     "exception": false,
     "start_time": "2021-04-14T21:55:32.020186",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import itertools\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.callbacks import *\n",
    "from tensorflow.keras.optimizers import *\n",
    "from tensorflow.keras.applications import VGG16\n",
    "from tensorflow.keras.applications.vgg16 import preprocess_input\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "import cv2\n",
    "\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:37.542681Z",
     "iopub.status.busy": "2021-04-14T21:55:37.542129Z",
     "iopub.status.idle": "2021-04-14T21:55:37.545975Z",
     "shell.execute_reply": "2021-04-14T21:55:37.545506Z"
    },
    "papermill": {
     "duration": 0.026638,
     "end_time": "2021-04-14T21:55:37.546066",
     "exception": false,
     "start_time": "2021-04-14T21:55:37.519428",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(cm, classes, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "\n",
    "    cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title, fontsize=25)\n",
    "    #plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=90, fontsize=15)\n",
    "    plt.yticks(tick_marks, classes, fontsize=15)\n",
    "\n",
    "    fmt = '.2f'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\", fontsize = 14)\n",
    "\n",
    "    plt.ylabel('True label', fontsize=20)\n",
    "    plt.xlabel('Predicted label', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:37.576406Z",
     "iopub.status.busy": "2021-04-14T21:55:37.575672Z",
     "iopub.status.idle": "2021-04-14T21:55:37.578166Z",
     "shell.execute_reply": "2021-04-14T21:55:37.578554Z"
    },
    "papermill": {
     "duration": 0.019342,
     "end_time": "2021-04-14T21:55:37.578659",
     "exception": false,
     "start_time": "2021-04-14T21:55:37.559317",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### DEFINE SOME PARAMETERS ###\n",
    "\n",
    "base_path = \"../input/cat-and-dog/\"\n",
    "SHAPE = (224,224,3)\n",
    "batch_size = 256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:37.614924Z",
     "iopub.status.busy": "2021-04-14T21:55:37.614249Z",
     "iopub.status.idle": "2021-04-14T21:55:40.118764Z",
     "shell.execute_reply": "2021-04-14T21:55:40.119261Z"
    },
    "papermill": {
     "duration": 2.527778,
     "end_time": "2021-04-14T21:55:40.119389",
     "exception": false,
     "start_time": "2021-04-14T21:55:37.591611",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x504 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SAMPLE IMAGES ###\n",
    "\n",
    "f, axes = plt.subplots(2, 3, sharex=True, sharey=True, figsize = (16,7))\n",
    "\n",
    "for ax in axes.ravel():\n",
    "    label = np.random.choice(os.listdir(base_path + \"training_set/training_set/\"))\n",
    "    img = np.random.choice(os.listdir(base_path + \"training_set/training_set/\" + label))\n",
    "    img = cv2.imread(base_path + \"training_set/training_set/\" + label + \"/\" + img)\n",
    "    img = cv2.resize(img, SHAPE[:2])\n",
    "    ax.imshow(cv2.cvtColor(img, cv2.COLOR_BGRA2RGB))\n",
    "    ax.set_title(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:40.169586Z",
     "iopub.status.busy": "2021-04-14T21:55:40.168911Z",
     "iopub.status.idle": "2021-04-14T21:55:40.171460Z",
     "shell.execute_reply": "2021-04-14T21:55:40.171886Z"
    },
    "papermill": {
     "duration": 0.030311,
     "end_time": "2021-04-14T21:55:40.172000",
     "exception": false,
     "start_time": "2021-04-14T21:55:40.141689",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### GENERATOR WRAPPER TO CREATE FAKE LABEL ###\n",
    "\n",
    "def wrap_generator(generator):\n",
    "    \n",
    "    while True:\n",
    "        x,y = next(generator)\n",
    "        y = tf.keras.utils.to_categorical(y)\n",
    "        zeros = tf.zeros_like(y) + tf.constant([1.,0.])\n",
    "        y = tf.concat([y,zeros], axis=0)\n",
    "        \n",
    "        yield x,y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:40.227366Z",
     "iopub.status.busy": "2021-04-14T21:55:40.226652Z",
     "iopub.status.idle": "2021-04-14T21:55:40.229591Z",
     "shell.execute_reply": "2021-04-14T21:55:40.229149Z"
    },
    "papermill": {
     "duration": 0.036161,
     "end_time": "2021-04-14T21:55:40.229671",
     "exception": false,
     "start_time": "2021-04-14T21:55:40.193510",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "    \n",
    "\n",
    "def get_model(train=True):\n",
    "    \n",
    "    set_seed(33)\n",
    "    \n",
    "    pre_process = Lambda(preprocess_input)\n",
    "    vgg = VGG16(weights = 'imagenet', include_top = True, input_shape = SHAPE)\n",
    "    vgg = Model(vgg.input, vgg.layers[-3].output)\n",
    "    vgg.trainable = False\n",
    "    \n",
    "    inp = Input(SHAPE)\n",
    "    vgg_16_process = pre_process(GaussianNoise(0.1)(inp))\n",
    "    vgg_out = vgg(vgg_16_process)\n",
    "    \n",
    "    noise = Lambda(tf.zeros_like)(vgg_out)\n",
    "    noise = GaussianNoise(0.1)(noise)\n",
    "\n",
    "    if train:\n",
    "        x = Lambda(lambda z: tf.concat(z, axis=0))([vgg_out,noise])\n",
    "        x = Activation('relu')(x)\n",
    "    else:\n",
    "        x = vgg_out\n",
    "        \n",
    "    x = Dense(512, activation='relu')(x)\n",
    "    x = Dense(128, activation='relu')(x)\n",
    "    out = Dense(2, activation='softmax')(x)\n",
    "\n",
    "    model = Model(inp, out)\n",
    "    model.compile(Adam(lr=1e-4), loss='binary_crossentropy')\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021762,
     "end_time": "2021-04-14T21:55:40.273258",
     "exception": false,
     "start_time": "2021-04-14T21:55:40.251496",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# **Train only on 'CATS'**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:40.321663Z",
     "iopub.status.busy": "2021-04-14T21:55:40.320951Z",
     "iopub.status.idle": "2021-04-14T21:55:40.323401Z",
     "shell.execute_reply": "2021-04-14T21:55:40.323781Z"
    },
    "papermill": {
     "duration": 0.028741,
     "end_time": "2021-04-14T21:55:40.323901",
     "exception": false,
     "start_time": "2021-04-14T21:55:40.295160",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### CREATE EMPTY GENERATORS ###\n",
    "\n",
    "train_datagen = ImageDataGenerator()\n",
    "test_datagen = ImageDataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:40.376978Z",
     "iopub.status.busy": "2021-04-14T21:55:40.376071Z",
     "iopub.status.idle": "2021-04-14T21:55:45.066979Z",
     "shell.execute_reply": "2021-04-14T21:55:45.067596Z"
    },
    "papermill": {
     "duration": 4.72032,
     "end_time": "2021-04-14T21:55:45.067762",
     "exception": false,
     "start_time": "2021-04-14T21:55:40.347442",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 4000 images belonging to 1 classes.\n",
      "Found 2023 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "### FLOW GENERATORS ###\n",
    "\n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "            base_path + 'training_set/training_set/',\n",
    "            target_size = (SHAPE[0], SHAPE[1]),\n",
    "            batch_size = batch_size,\n",
    "            class_mode = 'categorical',\n",
    "            shuffle = True,\n",
    "            seed = 33,\n",
    "            classes = ['cats']\n",
    "    )\n",
    "\n",
    "test_generator = test_datagen.flow_from_directory(\n",
    "            base_path + 'test_set/test_set/',\n",
    "            target_size = (SHAPE[0], SHAPE[1]),\n",
    "            batch_size = batch_size,\n",
    "            class_mode = 'categorical',\n",
    "            shuffle = True,\n",
    "            seed = 33,\n",
    "            classes = ['dogs','cats']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T21:55:45.120683Z",
     "iopub.status.busy": "2021-04-14T21:55:45.120170Z",
     "iopub.status.idle": "2021-04-14T22:02:15.154500Z",
     "shell.execute_reply": "2021-04-14T22:02:15.155599Z"
    },
    "papermill": {
     "duration": 390.064102,
     "end_time": "2021-04-14T22:02:15.155809",
     "exception": false,
     "start_time": "2021-04-14T21:55:45.091707",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n",
      "553467904/553467096 [==============================] - 5s 0us/step\n",
      "Epoch 1/20\n",
      "16/15 [==============================] - 36s 2s/step - loss: 0.7714\n",
      "Epoch 2/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.3394\n",
      "Epoch 3/20\n",
      "16/15 [==============================] - 16s 986ms/step - loss: 0.2286\n",
      "Epoch 4/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.1464\n",
      "Epoch 5/20\n",
      "16/15 [==============================] - 16s 994ms/step - loss: 0.0865\n",
      "Epoch 6/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0527\n",
      "Epoch 7/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0369\n",
      "Epoch 8/20\n",
      "16/15 [==============================] - 16s 989ms/step - loss: 0.0271\n",
      "Epoch 9/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0216\n",
      "Epoch 10/20\n",
      "16/15 [==============================] - 16s 992ms/step - loss: 0.0180\n",
      "Epoch 11/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0158\n",
      "Epoch 12/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0142\n",
      "Epoch 13/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0131\n",
      "Epoch 14/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0122\n",
      "Epoch 15/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0116\n",
      "Epoch 16/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0109\n",
      "Epoch 17/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0105\n",
      "Epoch 18/20\n",
      "16/15 [==============================] - 16s 997ms/step - loss: 0.0101\n",
      "Epoch 19/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0098\n",
      "Epoch 20/20\n",
      "16/15 [==============================] - 16s 985ms/step - loss: 0.0096\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x7fad30085a10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "es = EarlyStopping(monitor='val_loss', mode='auto', restore_best_weights=True, verbose=1, patience=5)\n",
    "\n",
    "model = get_model()\n",
    "model.fit(wrap_generator(train_generator), steps_per_epoch=train_generator.samples/train_generator.batch_size, epochs=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:15.475645Z",
     "iopub.status.busy": "2021-04-14T22:02:15.474917Z",
     "iopub.status.idle": "2021-04-14T22:02:33.172864Z",
     "shell.execute_reply": "2021-04-14T22:02:33.171810Z"
    },
    "papermill": {
     "duration": 17.849577,
     "end_time": "2021-04-14T22:02:33.172991",
     "exception": false,
     "start_time": "2021-04-14T22:02:15.323414",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2023,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RETRIVE TEST LABEL FROM GENERATOR ###\n",
    "\n",
    "test_num = test_generator.samples\n",
    "\n",
    "label_test = []\n",
    "for i in range((test_num // test_generator.batch_size)+1):\n",
    "    X,y = test_generator.next()\n",
    "    label_test.append(y)\n",
    "        \n",
    "label_test = np.argmax(np.vstack(label_test), axis=1)\n",
    "label_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:33.489883Z",
     "iopub.status.busy": "2021-04-14T22:02:33.488996Z",
     "iopub.status.idle": "2021-04-14T22:02:36.431444Z",
     "shell.execute_reply": "2021-04-14T22:02:36.432575Z"
    },
    "papermill": {
     "duration": 3.106046,
     "end_time": "2021-04-14T22:02:36.432772",
     "exception": false,
     "start_time": "2021-04-14T22:02:33.326726",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### SWITCH TO INFERENCE MODE TO COMPUTE PREDICTIONS ###\n",
    "\n",
    "ineference_model = get_model(train=False)\n",
    "ineference_model.set_weights(model.get_weights())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:36.806451Z",
     "iopub.status.busy": "2021-04-14T22:02:36.805616Z",
     "iopub.status.idle": "2021-04-14T22:02:48.882947Z",
     "shell.execute_reply": "2021-04-14T22:02:48.882442Z"
    },
    "papermill": {
     "duration": 12.230497,
     "end_time": "2021-04-14T22:02:48.883066",
     "exception": false,
     "start_time": "2021-04-14T22:02:36.652569",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### COMPUTE PREDICTIONS ON TEST DATA ###\n",
    "\n",
    "pred_test = np.argmax(ineference_model.predict(test_generator), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:49.182573Z",
     "iopub.status.busy": "2021-04-14T22:02:49.181719Z",
     "iopub.status.idle": "2021-04-14T22:02:49.186255Z",
     "shell.execute_reply": "2021-04-14T22:02:49.186629Z"
    },
    "papermill": {
     "duration": 0.157559,
     "end_time": "2021-04-14T22:02:49.186742",
     "exception": false,
     "start_time": "2021-04-14T22:02:49.029183",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ACCURACY: 0.9016312407315867\n"
     ]
    }
   ],
   "source": [
    "### ACCURACY ON TEST DATA ###\n",
    "\n",
    "print('ACCURACY:', accuracy_score(label_test, pred_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:49.488799Z",
     "iopub.status.busy": "2021-04-14T22:02:49.487997Z",
     "iopub.status.idle": "2021-04-14T22:02:49.592634Z",
     "shell.execute_reply": "2021-04-14T22:02:49.593063Z"
    },
    "papermill": {
     "duration": 0.259264,
     "end_time": "2021-04-14T22:02:49.593183",
     "exception": false,
     "start_time": "2021-04-14T22:02:49.333919",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### CONFUSION MATRIX ON TEST DATA ###\n",
    "\n",
    "cnf_matrix = confusion_matrix(label_test, pred_test)\n",
    "\n",
    "plt.figure(figsize=(7,7))\n",
    "plot_confusion_matrix(cnf_matrix, classes=['not CAT','CAT'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.145567,
     "end_time": "2021-04-14T22:02:49.885880",
     "exception": false,
     "start_time": "2021-04-14T22:02:49.740313",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# **Train only on 'DOGS'**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:50.188971Z",
     "iopub.status.busy": "2021-04-14T22:02:50.188099Z",
     "iopub.status.idle": "2021-04-14T22:02:50.190986Z",
     "shell.execute_reply": "2021-04-14T22:02:50.190548Z"
    },
    "papermill": {
     "duration": 0.159153,
     "end_time": "2021-04-14T22:02:50.191080",
     "exception": false,
     "start_time": "2021-04-14T22:02:50.031927",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### CREATE EMPTY GENERATORS ###\n",
    "\n",
    "train_datagen = ImageDataGenerator()\n",
    "test_datagen = ImageDataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:50.490826Z",
     "iopub.status.busy": "2021-04-14T22:02:50.490267Z",
     "iopub.status.idle": "2021-04-14T22:02:54.926383Z",
     "shell.execute_reply": "2021-04-14T22:02:54.927140Z"
    },
    "papermill": {
     "duration": 4.590991,
     "end_time": "2021-04-14T22:02:54.927284",
     "exception": false,
     "start_time": "2021-04-14T22:02:50.336293",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 4005 images belonging to 1 classes.\n",
      "Found 2023 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "### FLOW GENERATORS ###\n",
    "\n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "            base_path + 'training_set/training_set/',\n",
    "            target_size = (SHAPE[0], SHAPE[1]),\n",
    "            batch_size = batch_size,\n",
    "            class_mode = 'categorical',\n",
    "            shuffle = True,\n",
    "            seed = 33,\n",
    "            classes = ['dogs']\n",
    "    )\n",
    "\n",
    "test_generator = test_datagen.flow_from_directory(\n",
    "            base_path + 'test_set/test_set/',\n",
    "            target_size = (SHAPE[0], SHAPE[1]),\n",
    "            batch_size = batch_size,\n",
    "            class_mode = 'categorical',\n",
    "            shuffle = True,\n",
    "            seed = 33,\n",
    "            classes = ['cats','dogs']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:02:55.230581Z",
     "iopub.status.busy": "2021-04-14T22:02:55.229774Z",
     "iopub.status.idle": "2021-04-14T22:09:14.975487Z",
     "shell.execute_reply": "2021-04-14T22:09:14.975029Z"
    },
    "papermill": {
     "duration": 379.902083,
     "end_time": "2021-04-14T22:09:14.975593",
     "exception": false,
     "start_time": "2021-04-14T22:02:55.073510",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "16/15 [==============================] - 37s 2s/step - loss: 0.8873\n",
      "Epoch 2/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.4009\n",
      "Epoch 3/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.3051\n",
      "Epoch 4/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.2539\n",
      "Epoch 5/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.2011\n",
      "Epoch 6/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.1532\n",
      "Epoch 7/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.1115\n",
      "Epoch 8/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0815\n",
      "Epoch 9/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0617\n",
      "Epoch 10/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0483\n",
      "Epoch 11/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0393\n",
      "Epoch 12/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0334\n",
      "Epoch 13/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0283\n",
      "Epoch 14/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0244\n",
      "Epoch 15/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0211\n",
      "Epoch 16/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0189\n",
      "Epoch 17/20\n",
      "16/15 [==============================] - 17s 1s/step - loss: 0.0171\n",
      "Epoch 18/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0158\n",
      "Epoch 19/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0148\n",
      "Epoch 20/20\n",
      "16/15 [==============================] - 16s 1s/step - loss: 0.0138\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x7facbc044f50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "es = EarlyStopping(monitor='val_loss', mode='auto', restore_best_weights=True, verbose=1, patience=5)\n",
    "\n",
    "model = get_model()\n",
    "model.fit(wrap_generator(train_generator), steps_per_epoch=train_generator.samples/train_generator.batch_size, epochs=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:09:15.474090Z",
     "iopub.status.busy": "2021-04-14T22:09:15.473260Z",
     "iopub.status.idle": "2021-04-14T22:09:22.090249Z",
     "shell.execute_reply": "2021-04-14T22:09:22.089686Z"
    },
    "papermill": {
     "duration": 6.86684,
     "end_time": "2021-04-14T22:09:22.090343",
     "exception": false,
     "start_time": "2021-04-14T22:09:15.223503",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2023,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RETRIVE TEST LABEL FROM GENERATOR ###\n",
    "\n",
    "test_num = test_generator.samples\n",
    "\n",
    "label_test = []\n",
    "for i in range((test_num // test_generator.batch_size)+1):\n",
    "    X,y = test_generator.next()\n",
    "    label_test.append(y)\n",
    "        \n",
    "label_test = np.argmax(np.vstack(label_test), axis=1)\n",
    "label_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:09:22.602070Z",
     "iopub.status.busy": "2021-04-14T22:09:22.601276Z",
     "iopub.status.idle": "2021-04-14T22:09:25.663624Z",
     "shell.execute_reply": "2021-04-14T22:09:25.662789Z"
    },
    "papermill": {
     "duration": 3.320185,
     "end_time": "2021-04-14T22:09:25.663738",
     "exception": false,
     "start_time": "2021-04-14T22:09:22.343553",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### SWITCH TO INFERENCE MODE TO COMPUTE PREDICTIONS ###\n",
    "\n",
    "ineference_model = get_model(train=False)\n",
    "ineference_model.set_weights(model.get_weights())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:09:26.200425Z",
     "iopub.status.busy": "2021-04-14T22:09:26.199705Z",
     "iopub.status.idle": "2021-04-14T22:09:35.513288Z",
     "shell.execute_reply": "2021-04-14T22:09:35.512715Z"
    },
    "papermill": {
     "duration": 9.599949,
     "end_time": "2021-04-14T22:09:35.513398",
     "exception": false,
     "start_time": "2021-04-14T22:09:25.913449",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### COMPUTE PREDICTIONS ON TEST DATA ###\n",
    "\n",
    "pred_test = np.argmax(ineference_model.predict(test_generator), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:09:36.025264Z",
     "iopub.status.busy": "2021-04-14T22:09:36.024366Z",
     "iopub.status.idle": "2021-04-14T22:09:36.029641Z",
     "shell.execute_reply": "2021-04-14T22:09:36.030399Z"
    },
    "papermill": {
     "duration": 0.269397,
     "end_time": "2021-04-14T22:09:36.030558",
     "exception": false,
     "start_time": "2021-04-14T22:09:35.761161",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ACCURACY: 0.8161146811665843\n"
     ]
    }
   ],
   "source": [
    "### ACCURACY ON TEST DATA ###\n",
    "\n",
    "print('ACCURACY:', accuracy_score(label_test, pred_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-14T22:09:36.533052Z",
     "iopub.status.busy": "2021-04-14T22:09:36.532243Z",
     "iopub.status.idle": "2021-04-14T22:09:36.626275Z",
     "shell.execute_reply": "2021-04-14T22:09:36.626729Z"
    },
    "papermill": {
     "duration": 0.346202,
     "end_time": "2021-04-14T22:09:36.626891",
     "exception": false,
     "start_time": "2021-04-14T22:09:36.280689",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### CONFUSION MATRIX ON TEST DATA ###\n",
    "\n",
    "cnf_matrix = confusion_matrix(label_test, pred_test)\n",
    "\n",
    "plt.figure(figsize=(7,7))\n",
    "plot_confusion_matrix(cnf_matrix, classes=['not DOG','DOG'])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 850.055275,
   "end_time": "2021-04-14T22:09:38.238015",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2021-04-14T21:55:28.182740",
   "version": "2.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
